{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b340e888-dd2f-4588-af6f-90ce9cbb825b",
   "metadata": {},
   "source": [
    "Geopandas库基于Python，主要用于处理地理空间数据，它可以绘制多种类型的地图，以下是一些常见的地图类型：\n",
    "\n",
    "### 点地图\n",
    "- **绘制方式**：将地理数据中的点要素绘制在地图上，每个点代表一个特定的地理位置，例如城市、景点等的坐标位置。\n",
    "- **应用场景**：适用于展示离散的地理对象的分布情况，如城市分布、地震监测点分布、商店位置分布等。\n",
    "- **示例代码**："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "aa5292f4-0839-4834-a693-9255e5e83044",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 点地图\n",
    "import geopandas as gpd\n",
    "import matplotlib.pyplot as plt\n",
    "# 设置字体为Times New Roman\n",
    "plt.rcParams['font.sans-serif'] = ['Times New Roman']\n",
    "plt.rcParams['axes.unicode_minus'] = False# 显示负号\n",
    "# 读取包含点数据的地理数据文件\n",
    "points_data = gpd.read_file(r'data\\武昌区_高等院校.geojson')\n",
    "\n",
    "# 绘制点地图\n",
    "ax = points_data.plot(marker='o', color='red', markersize=5,label = 'Universities')\n",
    "\n",
    "# 设置图形标题等\n",
    "plt.title('Point Map')\n",
    "plt.xlabel('Longitude')\n",
    "plt.ylabel('Latitude')\n",
    "# 设置图例位置为右下角，并调整其他图例属性，使其展示更清晰美观\n",
    "legend = ax.legend(loc='lower right', fontsize=10, frameon=True, framealpha=0.8, borderaxespad=0.5)\n",
    "legend.get_frame().set_edgecolor('black')\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c735c8e-d163-4142-969b-358c37e414f9",
   "metadata": {},
   "source": [
    "### 线地图\n",
    "- **绘制方式**：用于绘制由一系列连续的线段组成的地理要素，如道路、河流、铁路等。\n",
    "- **应用场景**：可直观地展示地理对象的线性特征和连接关系，常用于交通网络分析、河流流域研究等领域。\n",
    "- **示例代码**："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "78082ede-115e-4836-ae67-a88f44f2d690",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VFgvjVi9MWERUrbEwbvXBhEVE1RoL41YfTFhEVO2xMG71wIRFRNUeC+NWD0xYRFQjsDCu9jFhEVGNwMK42seERUQ1BgvjahsTFhHVGCyMq21MWERUo7AwrnYxYRFRjcLCuNrFhEVENQ4L42oTExYR1TgsjKtNTFhEVCOxMK72MGERUY3FwrjawoRFRDUWC+NqCxMWEdVoLIyrHUxYRFSjsTCudjBhEVGNx8K42sCERUQ1HgvjagMTFhERWBhXC5iwiIjAwrhawIRFRPQPFsa1b0xYRET/YGFc+8aERUR0ExbGtV+qJqyFCxeiffv2MBgMMBgMMBqN2LRpk3l/dnY2wsPD4enpCVdXVwwZMgRnz54ttc2wsDDodDqLV3BwsMUxR44cQUhICLy8vGAwGNCjRw/s2LHDvH/v3r0YNmwYmjZtChcXF9x555147733KrfzRGSXWBjXfqmasJo0aYI333wTycnJSEpKQq9evRASEoKDBw8CACZNmoQNGzYgJiYGCQkJOHPmDAYPHnzbdoODg5Genm5+rV692mL/gAEDkJ+fj+3btyM5ORkdOnTAgAEDkJGRAQBITk6Gj48PVq5ciYMHD+KVV17BlClT8CELjhHVCCyMa6fEznh4eMiSJUvk0qVL4ujoKDExMeZ9hw8fFgCSmJhY4vtDQ0MlJCSkxP3nz58XAPLDDz+Yt2VlZQkA2bZtW4nve/rpp+XBBx8sU19MJpMAEJPJVKb3EZH6jh4VqVVLZO5ctSOp/qz9rLSbMayCggKsWbMGV69ehdFoRHJyMvLy8tC7d2/zMQEBAfD19UViYmKpbcXHx8PHxwf+/v6YOHEiMjMzzfs8PT3h7++PFStW4OrVq8jPz8fixYvh4+ODwMDAEts0mUyoX79+xTtKRJrAwrj2p5baAezfvx9GoxHZ2dlwdXXFunXr0LZtW6SkpMDJyQn16tWzOL5BgwbmW3fFCQ4OxuDBg9G8eXMcO3YMU6dORf/+/ZGYmAgHBwfodDrExsZi4MCBcHNzg16vh4+PDzZv3gwPD49i2/zpp5/w5Zdf4vvvvy+1Lzk5OcjJyTF/nZWVZf03gojszvTpwPLlypjWW2+pHQ2pnrD8/f2RkpICk8mEr7/+GqGhoUhISCh3e0OHDjX/vV27dmjfvj1atmyJ+Ph4BAUFQUQQHh4OHx8f7Ny5Ey4uLliyZAkeeeQR7NmzB40aNbJo78CBAwgJCcGMGTPQt2/fUs8dFRWFWbNmlTt2IrIvNwrjzp0LPPss0KSJ2hHVcFVzh9J6QUFBMm7cOImLixMAcvHiRYv9vr6+Mn/+/DK16eXlJYsWLRIRkdjYWNHr9UXulbZq1UqioqIsth08eFB8fHxk6tSpVp0nOztbTCaT+XXy5EmOYRFpnMkk4u0tMmaM2pFUX5obw7qhsLAQOTk5CAwMhKOjI+Li4sz7UlNTceLECRiNRqvbO3XqFDIzM81XTteuXQMA6PWWXdfr9SgsLDR/ffDgQTz44IMIDQ3FnDlzrDqXs7OzeYr+jRcRaRsL49qRKkqgxYqMjJSEhARJS0uTffv2SWRkpOh0Otm6dauIiEyYMEF8fX1l+/btkpSUJEajUYxGo0Ub/v7+snbtWhERuXz5skREREhiYqKkpaVJbGysdOrUSVq3bi3Z2dkioswS9PT0lMGDB0tKSoqkpqZKRESEODo6SkpKioiI7N+/X7y9vWXEiBGSnp5ufp07d65M/eMsQaLqISdHpHlzkVImIFMFWPtZqWrCGj16tPj5+YmTk5N4e3tLUFCQOVmJiFy/fl2efvpp8fDwkDp16sigQYMkPT3dog0AEh0dLSIi165dk759+4q3t7c4OjqKn5+fjB07VjIyMizes2fPHunbt6/Ur19f3Nzc5N5775WNGzea98+YMUMAFHn5+fmVqX9MWETVx6pVIoDIjz+qHUn1Y+1npU6EJR5tJSsrC+7u7jCZTLw9SKRxhYVAYCBQty6wc6dSEYMqh7WflXY3hkVEZI9YGFd9TFhERFZiYVx1MWEREVmJhXHVxYRFRFQGLIyrHiYsIqIyev11ICMD4AMcqhYTFhFRGbEwrjqYsIiIymH6dCAvTxnToqrBhEVEVA43CuO+/z5w6pTa0dQMTFhEROX04ouAmxswc6bakdQMTFhEROXEwrhViwmLiKgCxo8H/PyAqVPVjqT6Y8IiIqoAJydlmvv69UrZJrIdJiwiogoaOhS4+25g8mSA5cRthwmLiKiCWBi3ajBhERFVAhbGtT0mLCKiSsDCuLbHhEVEVElYGNe2mLCIiCoRC+PaDhMWEVElYmFc22HCIiKqZCyMaxtMWERElYyFcW2DCYuIyAZYGLfyMWEREdkAC+NWPiYsIiIbYWHcysWERURkI05OwJw5LIxbWZiwiIhs6PHHgY4dWRi3MjBhERHZkF6vTG9nYdyKY8IiIrIxFsatHExYREQ2xsK4lYMJi4ioCrAwbsUxYRERVREWxq0YJiwioirCwrgVw4RFRFSFWBi3/JiwiIiqEAvjlh8TFhFRFWNh3PJhwiIiqmIsjFs+TFhERCpgYdyyY8IiIlIBC+OWHRMWEZFKWBi3bJiwiIhUwsK4ZcOERUSkIhbGtR4TFhGRilgY13pMWEREKmNhXOswYRER2QEWxr09JiwiIjvAwri3x4RFRGQnWBi3dOVOWMeOHcO0adMwbNgwnDt3DgCwadMmHDx4sNKCIyKqSVgYt3TlSlgJCQlo164ddu/ejbVr1+LKlSsAgL1792LGjBmVGiARUU3CwrglK1fCioyMxOuvv45t27bBycnJvL1Xr174+eefrW5n4cKFaN++PQwGAwwGA4xGIzZt2mTen52djfDwcHh6esLV1RVDhgzB2bNnS20zLCwMOp3O4hUcHGxxzJEjRxASEgIvLy8YDAb06NEDO3bssDjmxIkTePjhh1GnTh34+PjgpZdeQn5+vtV9IyIqDxbGLVm5Etb+/fsxaNCgItt9fHzw999/W91OkyZN8OabbyI5ORlJSUno1asXQkJCzLcVJ02ahA0bNiAmJgYJCQk4c+YMBg8efNt2g4ODkZ6ebn6tXr3aYv+AAQOQn5+P7du3Izk5GR06dMCAAQOQkZEBACgoKMDDDz+M3Nxc/PTTT1i+fDmWLVuGV1991eq+ERGVFwvjlkDK4Y477pBdu3aJiIirq6scO3ZMRETWrl0rLVq0KE+TZh4eHrJkyRK5dOmSODo6SkxMjHnf4cOHBYAkJiaW+P7Q0FAJCQkpcf/58+cFgPzwww/mbVlZWQJAtm3bJiIiGzduFL1eLxkZGeZjFi5cKAaDQXJycqzui8lkEgBiMpmsfg8RkYjIF1+IACI//qh2JLZn7Wdlua6whg4dismTJyMjIwM6nQ6FhYXYtWsXIiIiMHLkyHIlzoKCAqxZswZXr16F0WhEcnIy8vLy0Lt3b/MxAQEB8PX1RWJiYqltxcfHw8fHB/7+/pg4cSIyMzPN+zw9PeHv748VK1bg6tWryM/Px+LFi+Hj44PAwEAAQGJiItq1a4cGDRqY39evXz9kZWVxUgkRVQkWxi2qVnne9MYbbyA8PBxNmzZFQUEB2rZti4KCAgwfPhzTpk0rU1v79++H0WhEdnY2XF1dsW7dOrRt2xYpKSlwcnJCvXr1LI5v0KCB+dZdcYKDgzF48GA0b94cx44dw9SpU9G/f38kJibCwcEBOp0OsbGxGDhwINzc3KDX6+Hj44PNmzfDw8MDAJCRkWGRrG6c98a+kuTk5CAnJ8f8dVZWVpm+F0REN9wojNuvn1IY99FH1Y5IfeVKWE5OTvj0008xffp0HDhwAFeuXEHHjh3RunXrMrfl7++PlJQUmEwmfP311wgNDUVCQkJ5wgKgXP3d0K5dO7Rv3x4tW7ZEfHw8goKCICIIDw+Hj48Pdu7cCRcXFyxZsgSPPPII9uzZg0aNGpX73FFRUZg1a1a5309EdLObC+M+/DDg4KB2RCqrmjuU1gsKCpJx48ZJXFycAJCLFy9a7Pf19ZX58+eXqU0vLy9ZtGiRiIjExsaKXq8vcq+0VatWEhUVJSIi06dPlw4dOljs//PPPwWA/PrrryWeJzs7W0wmk/l18uRJjmERUYXs2aOMZX32mdqR2I61Y1hWX2G98MILVifB+fPnlzlx3lBYWIicnBwEBgbC0dERcXFxGDJkCAAgNTUVJ06cgNFotLq9U6dOITMz03zldO3aNQCAXm85fKfX61FYWAgAMBqNmDNnDs6dOwcfHx8AwLZt22AwGNC2bdsSz+Xs7AxnZ2frO0tEdBs3F8YdOhRwcVE7IhVZmwEfeOABi5fBYJA6depIx44dpWPHjlK3bl0xGAzy4IMPWp1VIyMjJSEhQdLS0mTfvn0SGRkpOp1Otm7dKiIiEyZMEF9fX9m+fbskJSWJ0WgUo9Fo0Ya/v7+sXbtWREQuX74sERERkpiYKGlpaRIbGyudOnWS1q1bS3Z2togoswQ9PT1l8ODBkpKSIqmpqRIRESGOjo6SkpIiIiL5+fnyr3/9S/r27SspKSmyefNm8fb2lilTpljdNxHOEiSiynH0qEitWiJz56odiW1Y+1lZrluC77zzjjzyyCNy4cIF87YLFy5ISEiIzJs3z+p2Ro8eLX5+fuLk5CTe3t4SFBRkTlYiItevX5enn35aPDw8pE6dOjJo0CBJT0+37AAg0dHRIiJy7do16du3r3h7e4ujo6P4+fnJ2LFjLaani4js2bNH+vbtK/Xr1xc3Nze59957ZePGjRbHHD9+XPr37y8uLi7i5eUlL774ouTl5VndNxEmLCKqPOHhIvXqidz0sVttWPtZqRMp+4TJO+64A1u3bsVdd91lsf3AgQPo27cvzpw5UxkXf5qXlZUFd3d3mEwmGAwGtcMhIg07exZo2RIIDwfeekvtaCqXtZ+V5VqHlZWVhfPnzxfZfv78eVy+fLk8TRIRUSkaNGBh3HIlrEGDBmHUqFFYu3YtTp06hVOnTuGbb77BmDFjrCqdREREZVfTC+OWK2EtWrQI/fv3x/Dhw+Hn5wc/Pz8MHz4cwcHB+Pjjjys7RiIiAgvjlmsM64arV6/i2LFjAICWLVuibt26lRZYdcAxLCKqbLm5QEAA0L498N//qh1N5bD2s7JclS5uqFu3Ltq3b1+RJoiIqAycnIA5c4Dhw4Fdu4Du3dWOqOqU6wrrwQcfhE6nK3H/9u3bKxRUdcErLCKyhcJCZUFxnTrAzp1AKR/HmmDTK6y7777b4uu8vDykpKTgwIEDCA0NLU+TRERkpZpaGLdCY1i3mjlzJq5cuYJ58+ZVVpOaxissIrIVEaU4bno6sG+ftgvj2nQdVklGjBiBzz77rDKbJCKiYuh0ylXWoUPAihVqR1M1KjVhJSYmonbt2pXZJBERleDmwrjXr6sdje2Vawzr1sXBIoL09HQkJSVh+vTplRIYERHd3uuvA3feCXz4IfDSS2pHY1vlSlgGg8FilqBer4e/vz9mz56Nvn37VlpwRERUulatgPHjgTfeAJ56CvjnwenVUqVOuiBLnHRBRFVB64VxbTrpokWLFsjMzCyy/dKlS2jRokV5miQionKqKYVxy5Wwjh8/joKCgiLbc3JycPr06QoHRUREZVMTCuOWaQzr22+/Nf99y5YtcHd3N39dUFCAuLg4NGvWrNKCIyIi69wojPt//we88ALQtq3aEVW+Mo1h6fXKBZlOp8Otb3N0dESzZs3wzjvvYMCAAZUbpUZxDIuIqpJWC+PapDRTYWEhAKB58+bYs2cPvLy8KhYlERFVmupeGJezBG2IV1hEVNW0WBi30q+w3n//fYwbNw61a9fG+++/X+qxzz33nPWREhFRpanOhXGtvsJq3rw5kpKS4OnpiebNm5fcoE6HP//8s9IC1DJeYRGRGrRWGLfSr7DS0tKK/TsREdmXG4Vxu3RRCuOOGqV2RJWjXOuwZs+ejWvXrhXZfv36dcyePbvCQRERUcVUx8K45Zp04eDggPT0dPj4+Fhsz8zMhI+PT7GLimsi3hIkIjX98YdSGPeNN+y7MK5NSzOJiEXx2xv27t2L+vXrl6dJIiKqZDcXxr14Ue1oKq5MCcvDwwP169eHTqdDmzZtUL9+ffPL3d0dffr0wWOPPWarWImIqIymTwfy8pQxLa0r08LhBQsWQEQwevRozJo1y6I0k5OTE5o1awaj0VjpQdZEcXFAQQHAp7UQUUXcKIw7dy7w7LNAkyZqR1R+5RrDSkhIQLdu3eDo6GiLmKqNioxhPfII8MsvypTUBg1sFCAR1QhZWcrtwUcfBZYsUTuaomw6htWzZ09zssrOzkZWVpbFiypuyRJlLcXo0cqfRETldaMwbnQ0cOiQ2tGUX7kS1rVr1/DMM8/Ax8cHdevWhYeHh8WLKq5BA+Czz4CNG4GFC9WOhoi0bvx4wM8PmDpV7UjKr1wJ66WXXsL27duxcOFCODs7Y8mSJZg1axYaN26MFStWVHaMNdaAAcDEicr958OH1Y6GiLTsRmHc9euVwrhaVK4xLF9fX6xYsQIPPPAADAYDfv31V7Rq1Qqff/45Vq9ejY0bN9oiVs2pjHVY164BgYGAiwvw88/KDx0RUXnYa2Fcm45hXbhwAS1atAAAGAwGXLhwAQDQo0cP/PDDD+VpkkpQpw6wahVw4IByD5qIqLxuFMbdtUspjKs15UpYLVq0MNcTDAgIwFdffQUA2LBhg8VUd6ocnToBr70GvP02EB+vdjREpGV9+gBBQcCUKcrSGS0pV8IaNWoU9u7dCwCIjIzERx99hNq1a2PSpEl4+eWXKzVAUkREAPffDzz5ZPVYsU5E6rhRGPfQIaUwrpZUygMc//rrLyQnJ8PLywsrV67EJ598UhmxaV5l1xI8cUJ59HVwMLB6tf3cfyYi7Rk6VLk1eOSIMkauJpuOYd3Kz88PgwcPhru7O5YuXVoZTVIxfH2BRYuAL78EVq5UOxoi0rLXXwcyMoAPP1Q7EutVSsKiqjN0KDBiBBAeDvCxZERUXlosjMuEpUEffgjUr6+MZ+Xnqx0NEWmV1grjMmFpkLu7ckswMVE7P2hEZH9uFMZ9/33g1Cm1o7m9Mk26GDx4cKn7L126hISEBD7A8R+2foDjtGlKwvrpJ6Br10pvnohqAHsojGvtZ2WZEtaoUaOsOi46OtraJqs1WyesvDyge3fl/vNvvwGurpV+CiKqAT74APi//wP27wfatq3689skYVHZ2DphAcqU1I4dgeHDgU8/tckpiKiay80FAgKUZTP//W/Vn79Kp7WTetq0ARYsUC7l161TOxoi0iKtFMblFZYNVcUVFqA8L2vQIODHH5UHPjZubLNTEVE1pWZhXF5h1SA6nXKF5egIjBql/OAREZWFFgrjMmFVE15ewLJlwNatygAqEVFZ2XthXCasaqRfP+C554DJk5XZPkREZWHvhXE5hmVDVTWGdbPr14EuXZTL+19+AWrXrpLTElE1UtWFcTUxhrVw4UK0b98eBoMBBoMBRqMRmzZtMu/Pzs5GeHg4PD094erqiiFDhuDs2bOlthkWFgadTmfxCg4ONu+Pj48vsv/Ga8+ePebjtmzZgnvvvRdubm7w9vbGkCFDcPz48Ur/HlQ2Fxfgiy+A1FRg6lS1oyEiLbLXwriqJqwmTZrgzTffRHJyMpKSktCrVy+EhITg4MGDAIBJkyZhw4YNiImJQUJCAs6cOXPbahsAEBwcjPT0dPNr9erV5n3dunWz2Jeeno6nnnoKzZs3R+fOnQEAaWlpCAkJQa9evZCSkoItW7bg77//turc9qB9eyAqCnj3XWDbNrWjISKtsdvCuGJnPDw8ZMmSJXLp0iVxdHSUmJgY877Dhw8LAElMTCzx/aGhoRISEmL1+XJzc8Xb21tmz55t3hYTEyO1atWSgoIC87Zvv/1WdDqd5ObmWt22yWQSAGIymax+T2UpKBDp3VukcWORv/+u8tMTkcZlZIjUrSvy8su2P5e1n5V2M+mioKAAa9aswdWrV2E0GpGcnIy8vDz07t3bfExAQAB8fX2RmJhYalvx8fHw8fGBv78/Jk6ciMzMzBKP/fbbb5GZmWlRdiowMBB6vR7R0dEoKCiAyWTC559/jt69e8PR0bHEtnJycpCVlWXxUoter8wazM4Gxo1T1moREVnLHgvjqp6w9u/fD1dXVzg7O2PChAlYt24d2rZti4yMDDg5OaFevXoWxzdo0AAZGRklthccHIwVK1YgLi4Ob731FhISEtC/f/8SC/IuXboU/fr1Q5MmTczbmjdvjq1bt2Lq1KlwdnZGvXr1cOrUKXz11Vel9iUqKgru7u7mV9OmTa3/RtjAHXcAn3wCrF0LsLwjEZXViy8Cbm7AzJlqR/IP21/slS4nJ0eOHj0qSUlJEhkZKV5eXnLw4EFZtWqVODk5FTm+S5cu8nIZrlGPHTsmACQ2NrbIvpMnT4per5evv/7aYnt6erq0bt1aXnrpJfn1118lISFBevbsKUFBQVJYWFjiubKzs8VkMplfJ0+eVO2W4M1GjVIu7Y8eVTUMItKg998X0etFDh603TmsvSWoesK6VVBQkIwbN07i4uIEgFy8eNFiv6+vr8yfP79MbXp5ecmiRYuKbJ89e7Z4e3sXGZeaNm2adO7c2WLbjeRT2vjZrdQcw7pZVpZIy5Yi99wjUoYhOCIiyckRad5cpAxTA8pMc2NYNxQWFiInJweBgYFwdHREXFyceV9qaipOnDgBo9FodXunTp1CZmYmGjVqZLFdRBAdHY2RI0cWGZe6du0a9HrLb42Dg4M5Pq1xc1Me+JiUpExXJSKyll0VxrVdzry9yMhISUhIkLS0NNm3b59ERkaKTqeTrVu3iojIhAkTxNfXV7Zv3y5JSUliNBrFaDRatOHv7y9r164VEZHLly9LRESEJCYmSlpamsTGxkqnTp2kdevWkp2dbfG+2NhYASCHDx8uEldcXJzodDqZNWuWHDlyRJKTk6Vfv37i5+cn165ds7p/9nKFdcPMmcql/a5dakdCRFpSUCDSsaNI9+4ipYyKlJsmbgmOHj1a/Pz8xMnJSby9vSUoKMicrERErl+/Lk8//bR4eHhInTp1ZNCgQZKenm7RBgCJjo4WEZFr165J3759xdvbWxwdHcXPz0/Gjh0rGRkZRc49bNgw6datW4mxrV69Wjp27Ch169YVb29vefTRR4tNbqWxt4SVlydiNCqX93YSEhFpxJYtIoDI+vWV37a1n5UszWRDapRmup0//wQ6dACGDFGmvRMRWUNEKY6bnq48xuifUZJKoYnSTFT1WrRQqrkvXw7ExKgdDRFphT0UxmXCqoFCQ4H//EcpvWIvCwKJyP517gw8/jjw6qtKoe2qxoRVA+l0wKJFypNFQ0P5wEcisp6ahXGZsGqo+vWVy/odO4D589WOhoi0Qs3CuExYNVivXkrplalTgZQUtaMhIq2YPh3Iy1PGtKoSE1YN9/rrwF13AcOHq3NPmoi0R63CuExYNZyzM7BqFZCWBrz8strREJFWqFEYlwmL0LYt8PbbyiDqTQ98JiIqkcGg3BqMjlamulcFLhy2IXtcOFwSEeDhh4Fff1UWBfr4qB0REdm73FwgIEB5yvl//1v+drhwmMpEpwM++wwoKACeeooPfCSi26vqwrhMWGTWsKGStDZsUB78SER0O48/DnTsCEyebPv/6DJhkYVHHlHWWEyaBKSmqh0NEdm706eVdZ27dtn+M4MJi4p45x2gaVPgiSeUe9RERLe6fFmZdNGmDXDgAPDpp4C/v23PyYRFRdStC3zxBbB3b9VOWSUi+1dQACxZArRuDcybp0xvP3pUGfvW6Wx7biYsKlZgIDB7trKS/Ycf1I6GiOxBbCzQqRMwdizQu7dyC/D115X1WFWBCYtK9PLLwH33AU8+CVy6pHY0RKSW339Xxrf79FGS0+7dwMqVgK9v1cbBhEUlcnBQCuSaTEB4uNrREFFV+/tv4NlngX/9Czh4UHmG3s6dQNeu6sTDhEWl8vMDPv5YGdP64gu1oyGiqpCTo0y+atVK+U/rm28Chw8D//637cepSsOERbc1fLjymjgR+OsvtaMhIlsRAb75RinXNnkyMGIE8McfQESEUndUbUxYZJWPPgLq1VPGswoK1I6GiCrbnj3A/fcrV1F33gns36/UF/X2Vjuy/2HCIqvUqwd8/jnw44/A3LlqR0NEleXkSeU/ol27KuPVW7cC332nJC17w4RFVrv/fiAyEnj1VSApSe1oiKgirlz538LfbduUhb+//abMBLRXTFhUJjNnAh06KFUwrl5VOxoiKquCAmDp0uIX/jo4qB1d6ZiwqEycnJQHPp46BbzwgtrREFFZ3Fj4+9RTQFBQ1S/8rSgmLCozf39g/nylovv69WpHQ0S3Yy8LfyuKCYvKZdw44NFHlf+pZWSoHQ0RFcfeFv5WFBMWlYtOpxTAdHAARo3iAx+J7Im9LvytKCYsKjdvbyA6Gti8WVmvQUTqsveFvxXFhEUV0r8/8MwzwEsvKbcciEgdWlj4W1FMWFRhc+cCLVsq5ZtyctSOhqhm0dLC34piwqIKc3FRprofPgy88ora0RDVDFpc+FtRTFhUKe6+G3jjDWWgNy5O7WiIqi8tL/ytKCYsqjQvvAD06gWEhgIXLqgdDVH1o/WFvxXFhEWVRq8Hli8Hrl0Dxo/nVHeiylJdFv5WFBMWVaomTYDFi4Gvv1aSFxGVX3Vb+FtRTFhU6f7zH+W24LPPAseOqR0NkfZU14W/FcWERTbx/vvK+o8nnwTy89WOhkgbqvvC34piwiKbMBiUqe6//ALMmaN2NET2ryYs/K0oJiyyGaMRmDYNeO014Oef1Y6GyD7VpIW/FcWERTY1bRrQpYvywMfLl9WOhsh+1MSFvxXFhEU2VauWMv323Dng+efVjoZIfTV54W9FMWGRzbVsqUzCiI5WBpSJaqq4uJq98LeimLCoSoSFAUOGAGPHAqdPqx0NUdW6sfC3d++avfC3opiwqErodMqCYhcXZY1WYaHaERHZHhf+Vi4mLKoynp5K9Yu4OGDBArWjIbKdWxf+RkUBhw5x4W9FMWFRlerdWymSO2UKsHev2tEQVa6SFv6+9BJQu7ba0WkfExZVuTfeAAIClKnu16+rHQ1R5eDCX9tjwqIq5+wMfPGF8j/PyEi1oyGqGC78rTqqJqyFCxeiffv2MBgMMBgMMBqN2LRpk3l/dnY2wsPD4enpCVdXVwwZMgRnz54ttc2wsDDodDqLV3BwsHl/fHx8kf03Xnv27DEfJyKYN28e2rRpA2dnZ9xxxx2YwxpDleauu4C5c5Xp7lu2qB0NUdlx4W/V04mo99SiDRs2wMHBAa1bt4aIYPny5Xj77bfx22+/4a677sLEiRPx/fffY9myZXB3d8czzzwDvV6PXbt2ldhmWFgYzp49i+joaPM2Z2dneHh4AAByc3Nx4ZanC06fPh1xcXE4duwYdP+MiD733HPYunUr5s6di3bt2uHChQu4cOEC+pThpzErKwvu7u4wmUwwGAxl+dbUCCJA//7KWNa+fbx1QtpQUAAsW6ZUcbl0SVn4O3ky11JVhNWflWJnPDw8ZMmSJXLp0iVxdHSUmJgY877Dhw8LAElMTCzx/aGhoRISEmL1+XJzc8Xb21tmz55t3nbo0CGpVauW/P777+Xqww0mk0kAiMlkqlA71dmZMyJeXiIhISKFhWpHQ1S62FiR9u1FAJEnnhD56y+1I6oerP2stJsxrIKCAqxZswZXr16F0WhEcnIy8vLy0Lt3b/MxAQEB8PX1RWJiYqltxcfHw8fHB/7+/pg4cSIyMzNLPPbbb79FZmYmRo0aZd62YcMGtGjRAt999x2aN2+OZs2a4amnnipyZXarnJwcZGVlWbyodI0aAUuWAOvXK38S2SMu/LUPqies/fv3w9XVFc7OzpgwYQLWrVuHtm3bIiMjA05OTqhXr57F8Q0aNEBGRkaJ7QUHB2PFihWIi4vDW2+9hYSEBPTv3x8FBQXFHr906VL069cPTZo0MW/7888/8ddffyEmJgYrVqzAsmXLkJycjH//+9+l9iUqKgru7u7mV9OmTa3/RtRgISFKBYz/+z/gyBG1oyH6Hy78tTNVdMVXopycHDl69KgkJSVJZGSkeHl5ycGDB2XVqlXi5ORU5PguXbrIyy+/bHX7x44dEwASGxtbZN/JkydFr9fL119/bbF97NixAkBSU1PN25KTkwVAqbcJs7OzxWQymV8nT57kLUErXbki0rq1SJcuIrm5akdDNV12tsi8eSLu7iIGg8jcuSLXr6sdVfWlmVuCTk5OaNWqFQIDAxEVFYUOHTrgvffeQ8OGDZGbm4tLly5ZHH/27Fk0bNjQ6vZbtGgBLy8v/PHHH0X2RUdHw9PTE48++qjF9kaNGqFWrVpo06aNedud/8xRPXHiRInncnZ2Ns94vPEi69Stqzzw8bffgFmz1I6GaqpbF/4+8QQX/toT1RPWrQoLC5GTk4PAwEA4OjoiLi7OvC81NRUnTpyA0Wi0ur1Tp04hMzMTjRo1stguIoiOjsbIkSPh6Ohosa979+7Iz8/HsWPHzNuO/HOvys/PrzzdIit06QLMnKmUsfnxR7WjoZrm5oW/AQHKzNWPPuLsVbtSNRd8xYuMjJSEhARJS0uTffv2SWRkpOh0Otm6dauIiEyYMEF8fX1l+/btkpSUJEajUYxGo0Ub/v7+snbtWhERuXz5skREREhiYqKkpaVJbGysdOrUSVq3bi3Z2dkW74uNjRUAcvjw4SJxFRQUSKdOneT++++XX3/9VZKSkuSee+6RPn36lKl/nCVYdvn5Ij16iPj5iVy6pHY0VBOcOCEyYoQy869dO5F/Pn6oCln7Walqwho9erT4+fmJk5OTeHt7S1BQkDlZiYhcv35dnn76afHw8JA6derIoEGDJD093aINABIdHS0iIteuXZO+ffuKt7e3ODo6ip+fn4wdO1YyMjKKnHvYsGHSrVu3EmM7ffq0DB48WFxdXaVBgwYSFhYmmZmZZeofE1b5pKUp4wYjRqgdCVVnly+LTJsmUru2SIMGIp9+qvyHiaqetZ+Vqi4cru64cLj8Vq5Uyt2sXg0MHap2NFSdcOGv/bH2s9LuxrCIAGWwe+hQYMIEoJR5LkRlwif+ahsTFtklnQ5YuBAwGICRI5X/FROVFxf+Vg9MWGS36tUDPv8c+OEHYN48taMhLeLC3+qFCYvsWs+ewMsvK1Wxf/1V7WhIK/jE3+qJCYvs3uzZQLt2wPDhwLVrakdD9owLf6s3Jiyye05OShWMEyeAiAi1oyF7xYW/1R8TFmlCQIByi2fhQuVprkQ33PzE30uXlAeCfv+9cpVF1QsTFmnGhAnAgAHA6NHAbR48TTXAzU/83boV+OQTICUF6NtX7cjIVpiwSDN0OmDpUuXP0aOV8QqqeQoKlJ+D1q2V2aMvvKCMU40dCzg4qB0d2RITFmmKjw8QHQ1s3KjcHqSapbiFv3PmcOFvTcGERZrz0EPA008rJXUOH1Y7GqoKXPhLABMWadTbbwPNminTlnNz1Y6GbIULf+lmTFikSXXqAF98ARw4oAy8U/XChb9UHCYs0qyOHZXCpW+/DezYoXY0VBm48JdKw4RFmhYRATzwgFIg9+JFtaOhiuDCX7odJizSNL0eWL5cWZMzYQKnumsRF/6StZiwSPOaNgUWLwa++kqp7k7awIW/VFZMWFQtPPaYclvwmWeAtDS1o6HS3Lzw9+23ufCXrMeERdXGBx8AXl7AiBFAfr7a0VBxbl7426sXF/5S2TBhUbVhMCi3BH/+WZkGTfajuIW/q1YBfn5qR0ZawoRF1Ur37sArrwCzZikfiqQuLvylysSERdXO9OlAYKBya/DKFbWjqZm48JdsgQmLqh1HR+V2U3o68H//p3Y0NQsX/pItMWFRtdSqFfDee8pstHXr1I6mZuDCX7I1JiyqtkaPBgYNUmaknTmjdjTVFxf+UlVhwqJqS6cDPv0UcHYGwsKAwkK1I6peuPCXqhoTFlVrnp5K6aZt24D331c7muqBC39JLUxYVO316aNMvoiMBPbvVzsabePCX1ITExbVCFFRyq2r4cOB7Gy1o9Gemxf+uroqi7O58JeqGhMW1Qi1aysfsEePAlOmqB2Ndty68Perr4AffwTuuUftyKgmYsKiGqNdO+DNN4EFC5RJAlSykhb+/uc/XPhL6mHCohrlueeUMa2wMOXqgSxx4S/ZMyYsqlH0emDZMiA3Fxg3jg98vBkX/pK9Y8KiGqdxY2V91rp1wGefqR2N+rjwl7SCCYtqpEGDgDFjgOefVyZi1ERc+Etaw4RFNdaCBUCjRkpV97w8taOpOlz4S1rFhEU1lqsrsHIlkJwMvPaa2tFUDS78JS1jwqIa7Z57gBkzlA/tXbvUjsZ2uPCXqgMmLKrxpkwB7r1XuTWYlaV2NJXr5oW/Bw5w4S9pGxMW1Xi1aim3BjMzlQ/36qC4hb+HD3PhL2kbExYRgObNgQ8/VD7cv/pK7WjKjwt/qTpjwiL6x5NPAo89Bowfr6xN0hou/KXqjgmL6B86HbBokTIpITRUOw985MJfqimYsIhu4uGh3BaMj1fGgOwZF/5STcOERXSLBx8EIiKAV14BfvtN7WiK4sJfqqmYsIiK8dprwF13KZMWrl1TO5r/4cJfqsmYsIiK4ewMfPEFkJYGvPyy2tFw4S8RwIRFVKI77wTmzVNm2m3cqE4MXPhL9D+qJqyFCxeiffv2MBgMMBgMMBqN2LRpk3l/dnY2wsPD4enpCVdXVwwZMgRnz54ttc2wsDDodDqLV3BwsHl/fHx8kf03Xnv27CnS3h9//AE3NzfUq1ev0vpN2vH008BDDwGjRgHnzlXdebnwl6goVRNWkyZN8OabbyI5ORlJSUno1asXQkJCcPDgQQDApEmTsGHDBsTExCAhIQFnzpzB4MGDb9tucHAw0tPTza/Vq1eb93Xr1s1iX3p6Op566ik0b94cnTt3tmgnLy8Pw4YNw3333Ve5HSfN0OmUZ2aJKI8jsfUDH7nwl6gUYmc8PDxkyZIlcunSJXF0dJSYmBjzvsOHDwsASUxMLPH9oaGhEhISYvX5cnNzxdvbW2bPnl1k38svvywjRoyQ6OhocXd3L0s3RETEZDIJADGZTGV+L9mXDRtEAJGFC213jl9+EenRQznPQw+JHDxou3MR2RNrPyvtZgyroKAAa9aswdWrV2E0GpGcnIy8vDz07t3bfExAQAB8fX2RmJhYalvx8fHw8fGBv78/Jk6ciMzMzBKP/fbbb5GZmYlRo0ZZbN++fTtiYmLw0UcfVaxjVC0MGABMnKhMIf/998ptmwt/iaxTS+0A9u/fD6PRiOzsbLi6umLdunVo27YtUlJS4OTkVGTsqEGDBsjIyCixveDgYAwePBjNmzfHsWPHMHXqVPTv3x+JiYlwKGaRytKlS9GvXz80adLEvC0zMxNhYWFYuXIlDAaD1X3JyclBTk6O+eus6lb6u4abNw/YsUO5TZeYCDg5Vay9K1eAuXOVdt3clIW/o0dzLRVRSVRPWP7+/khJSYHJZMLXX3+N0NBQJCQklLu9oUOHmv/erl07tG/fHi1btkR8fDyCgoIsjj116hS2bNmCr26pdjp27FgMHz4c999/f5nOHRUVhVmzZpU7drJvdeooU8nvvVd5hlZUVPnaKSgAli0Dpk0DLl4EXnwRiIzkWiqi26qiW5RWCwoKknHjxklcXJwAkIsXL1rs9/X1lfnz55epTS8vL1m0aFGR7bNnzxZvb2/Jzc212O7u7i4ODg7ml16vFwDi4OAgS5cuLfE82dnZYjKZzK+TJ09yDKsaevNNEZ1OJD6+7O+NjRVp314Zpxo+XOT48cqPj0hrrB3DUv0K61aFhYXIyclBYGAgHB0dERcXhyFDhgAAUlNTceLECRiNRqvbO3XqFDIzM9GoUSOL7SKC6OhojBw5Eo6Ojhb7EhMTUVBQYP56/fr1eOutt/DTTz/hjjvuKPFczs7OcHZ2tjo20qaICGDTJmXcad8+wJoVD7//rsz0++47oFs3ZeEv11IRlVHV5M/iRUZGSkJCgqSlpcm+ffskMjJSdDqdbN26VUREJkyYIL6+vrJ9+3ZJSkoSo9EoRqPRog1/f39Zu3atiIhcvnxZIiIiJDExUdLS0iQ2NlY6deokrVu3luzsbIv3xcbGCgA5fPjwbePkLEG61V9/ibi7iwwbVvpx58+LPPOMiIODSLNmIl99JVJYWCUhEmmGJq6wzp07h5EjRyI9PR3u7u5o3749tmzZgj59+gAA3n33Xej1egwZMgQ5OTno168fPv74Y4s2UlNTYTKZAAAODg7Yt28fli9fjkuXLqFx48bo27cvXnvttSJXPkuXLkW3bt0QEBBQNZ2lasXXV3kUybBhwMMPKxMxbpaTozwQ8rXXlLVVUVFKxQqupSIqP52IrZdC1lxZWVlwd3eHyWQq02xD0o4nnwS+/RbYuxdo1kxJTmvXKvUH//pLeRjkzJl8iCJRaaz9rLSbdVhEWvThh8oztEaOBHbv5hN/iWzJ7iZdEGmJuzuwciXQs6cy3f1f/1IW/vIhikSVjwmLqIJ69ACWLwdyc4HQUC78JbIVJiyiSjBihNoREFV/HMMiIiJNYMIiIiJNYMIiIiJNYMIiIiJNYMIiIiJNYMIiIiJNYMIiIiJNYMIiIiJNYMIiIiJNYMIiIiJNYMIiIiJNYMIiIiJNYMIiIiJNYMIiIiJN4ONFbEhEACiPfyYiouLd+Iy88ZlZEiYsG7p8+TIAoGnTpipHQkRk/y5fvgx3d/cS9+vkdimNyq2wsBBnzpyBm5sbdDqd2uGUKCsrC02bNsXJkydhMBjUDqdC2Bf7xL7YJ3vpi4jg8uXLaNy4MfT6kkeqeIVlQ3q9Hk2aNFE7DKsZDAbN/wLewL7YJ/bFPtlDX0q7srqBky6IiEgTmLCIiEgTmLAIzs7OmDFjBpydndUOpcLYF/vEvtgnrfWFky6IiEgTeIVFRESawIRFRESawIRFRESawIRFRESawIRVDXz00Udo1qwZateujXvuuQe//PJLqcfHxMQgICAAtWvXRrt27bBx40bzvry8PEyePBnt2rVD3bp10bhxY4wcORJnzpwptq2cnBzcfffd0Ol0SElJ0Wxfvv/+e9xzzz1wcXGBh4cHBg4cqMm+HDlyBCEhIfDy8oLBYECPHj2wY8cOu+oLAMycORMBAQGoW7cuPDw80Lt3b+zevdvimAsXLuCJJ56AwWBAvXr1MGbMGFy5ckVzfTl+/DjGjBmD5s2bw8XFBS1btsSMGTOQm5urub7crLJ/960ipGlr1qwRJycn+eyzz+TgwYMyduxYqVevnpw9e7bY43ft2iUODg4yd+5cOXTokEybNk0cHR1l//79IiJy6dIl6d27t3z55Zfy+++/S2JionTt2lUCAwOLbe+5556T/v37CwD57bffNNmXr7/+Wjw8PGThwoWSmpoqBw8elC+//FKTfWndurU89NBDsnfvXjly5Ig8/fTTUqdOHUlPT7ebvoiIrFq1SrZt2ybHjh2TAwcOyJgxY8RgMMi5c+fMxwQHB0uHDh3k559/lp07d0qrVq1k2LBh5e6HWn3ZtGmThIWFyZYtW+TYsWOyfv168fHxkRdffFFzfblZZf7uW4sJS+O6du0q4eHh5q8LCgqkcePGEhUVVezxjz32mDz88MMW2+655x4ZP358ief45ZdfBID89ddfFts3btwoAQEBcvDgwUr5oVWjL3l5eXLHHXfIkiVLKhT7rdToy/nz5wWA/PDDD+ZjsrKyBIBs27bNrvtiMpkEgMTGxoqIyKFDhwSA7Nmzx3zMpk2bRKfTyenTpzXVl+LMnTtXmjdvXsboLanZl8r+3bcWbwlqWG5uLpKTk9G7d2/zNr1ej969eyMxMbHY9yQmJlocDwD9+vUr8XgAMJlM0Ol0qFevnnnb2bNnMXbsWHz++eeoU6dOxToC9fry66+/4vTp09Dr9ejYsSMaNWqE/v3748CBA5rri6enJ/z9/bFixQpcvXoV+fn5WLx4MXx8fBAYGGi3fcnNzcUnn3wCd3d3dOjQwdxGvXr10LlzZ/NxvXv3hl6vL/EWlb32pTgmkwn169cvRy/+dx61+lLZv/tlwYSlYX///TcKCgrQoEEDi+0NGjRARkZGse/JyMgo0/HZ2dmYPHkyhg0bZi6OKSIICwvDhAkTLD5QKkKtvvz5558AlHv306ZNw3fffQcPDw888MADuHDhgqb6otPpEBsbi99++w1ubm6oXbs25s+fj82bN8PDw8Pu+vLdd9/B1dUVtWvXxrvvvott27bBy8vL3IaPj4/F8bVq1UL9+vVLPK+99uVWf/zxBz744AOMHz++XP1Qsy+2+N0vCyYsKlFeXh4ee+wxiAgWLlxo3v7BBx/g8uXLmDJliorRlU1JfSksLAQAvPLKKxgyZAgCAwMRHR0NnU6HmJgYtcItVUl9ERGEh4fDx8cHO3fuxC+//IKBAwfikUceQXp6uooRF+/BBx9ESkoKfvrpJwQHB+Oxxx7DuXPn1A6rXKzty+nTpxEcHIz//Oc/GDt2rAqR3l5pfVH7d58JS8O8vLzg4OCAs2fPWmw/e/YsGjZsWOx7GjZsaNXxNz4U//rrL2zbts3i0QPbt29HYmIinJ2dUatWLbRq1QoA0LlzZ4SGhmqqL40aNQIAtG3b1rzN2dkZLVq0wIkTJzTVl+3bt+O7777DmjVr0L17d3Tq1Akff/wxXFxcsHz5crvrS926ddGqVSvce++9WLp0KWrVqoWlS5ea27j1Az8/Px8XLlwo8bz22pcbzpw5gwcffBDdunXDJ598Uq4+qN0XW/zulwUTloY5OTkhMDAQcXFx5m2FhYWIi4uD0Wgs9j1Go9HieADYtm2bxfE3PhSPHj2K2NhYeHp6Whz//vvvY+/evUhJSUFKSop5auyXX36JOXPmaKovgYGBcHZ2RmpqqsV7jh8/Dj8/P0315dq1awBQ5AF4er3efCVpL30pTmFhIXJycsxtXLp0CcnJyeb927dvR2FhIe655x5N9QVQrqweeOAB8xV8aQ8ptIZafbHF736ZVMnUDrKZNWvWiLOzsyxbtkwOHTok48aNk3r16klGRoaIiDz55JMSGRlpPn7Xrl1Sq1YtmTdvnhw+fFhmzJhhMbU1NzdXHn30UWnSpImkpKRIenq6+ZWTk1NsDGlpaZU2rV2Nvjz//PNyxx13yJYtW+T333+XMWPGiI+Pj1y4cEFTfTl//rx4enrK4MGDJSUlRVJTUyUiIkIcHR0lJSXFbvpy5coVmTJliiQmJsrx48clKSlJRo0aJc7OznLgwAFzO8HBwdKxY0fZvXu3/Pjjj9K6detKmdZe1X05deqUtGrVSoKCguTUqVMW/3Za68utKut331pMWNXABx98IL6+vuLk5CRdu3aVn3/+2byvZ8+eEhoaanH8V199JW3atBEnJye566675Pvvvzfvu/EDWNxrx44dxZ6/Mn9o1ehLbm6uvPjii+Lj4yNubm7Su3fvEn9B7b0ve/bskb59+0r9+vXFzc1N7r33Xtm4caNd9eX69esyaNAgady4sTg5OUmjRo3k0UcflV9++cWijczMTBk2bJi4urqKwWCQUaNGyeXLlzXXl+jo6BL/7bTWl1tVdcLi40WIiEgTOIZFRESawIRFRESawIRFRESawIRFRESawIRFRESawIRFRESawIRFRESawIRFVIMcP37cpk+I1el0+O9//2uTtmu6OXPmoFu3bqhTp47Fo35Ks3btWvTt2xeenp63/XcXEfTv37/Iv2FmZiaCg4PRuHFjODs7o2nTpnjmmWeQlZVldewXLlzAs88+C39/f7i4uMDX1xfPPfccTCaT1W0ATFhEVSosLAwDBw5U7fxNmzZFeno6/vWvfwEA4uPjodPpcOnSJdViov954IEHsGzZsmL35ebm4j//+Q8mTpxodXtXr15Fjx498NZbb9322AULFkCn0xXZrtfrERISgm+//RZHjhzBsmXLEBsbiwkTJlgdx5kzZ3DmzBnMmzcPBw4cwLJly7B582aMGTPG6jYAoFaZjiYiTXNwcCh3tXNS16xZswCgxIRWnCeffBKAcmVdmpSUFLzzzjtISkoyP8HgBg8PD4sk6efnh6effhpvv/22xXHr16/HrFmzcOjQITRu3BihoaF45ZVXUKtWLfzrX//CN998Yz62ZcuWmDNnDkaMGIH8/HzUqmVdKuIVFpGdSEhIQNeuXeHs7IxGjRohMjIS+fn55v0PPPAAnnvuObz88suoX78+GjZsiJkzZ1q08fvvv6NHjx6oXbs22rZti9jYWItbPDffEjx+/DgefPBBAMqHkk6nQ1hYGACgWbNmWLBggUXbd999t8X5jh49ivvvv998rm3bthXp08mTJ/HYY4+hXr16qF+/PkJCQm774UlV69q1axg+fDg++ugjq/4zc+bMGaxduxY9e/Y0b9u5cydGjhyJ559/HocOHcLixYuxbNmyUiu4m0wmGAwGq5MVwIRFZBdOnz6Nhx56CF26dMHevXuxcOFCLF26FK+//rrFccuXL0fdunWxe/duzJ07F7NnzzYnioKCAgwcOBB16tTB7t278cknn+CVV14p8ZxNmzY1/683NTUV6enpeO+996yKt7CwEIMHD4aTkxN2796NRYsWYfLkyRbH5OXloV+/fnBzc8POnTuxa9cuuLq6Ijg4GLm5uWX59pANTZo0Cd26dUNISEipxw0bNgx16tTBHXfcAYPBgCVLlpj3zZo1C5GRkQgNDUWLFi3Qp08fvPbaa1i8eHGxbf3999947bXXMG7cuLIFWyUldolIRERCQ0MlJCSkyPapU6eKv7+/FBYWmrd99NFH4urqKgUFBSKiVN/u0aOHxfu6dOkikydPFhGRTZs2Sa1atSweW7Ft2zYBIOvWrRORotW1d+zYIQDk4sWLFu36+fnJu+++a7GtQ4cOMmPGDBER2bJli9SqVUtOnz5t3r9p0yaLc33++edF+pSTkyMuLi6yZcuWUr9PNcWcOXOkbt265pderxdnZ2eLbX/99ZfFe6Kjo8Xd3b1M5ympqvr69eulVatWFlXwb/43vFl6erocPnxY1q9fL23btpWJEyea93l5eUnt2rUt4q5du7YAkKtXr1q0YzKZpGvXrhIcHCy5ubll6gfHsIjswOHDh2E0Gi0Gvbt3744rV67g1KlT8PX1BQC0b9/e4n2NGjUyP5k3NTUVTZs2tbit07VrV5vF27RpUzRu3Ni87dYHAe7duxd//PEH3NzcLLZnZ2fj2LFjNolLayZMmIDHHnvM/PUTTzyBIUOGYPDgweZtN3+PK9v27dtx7NixIrMOhwwZgvvuuw/x8fHmbQ0bNkTDhg0REBCA+vXr47777sP06dPRqFEjXLlyBbNmzbKI+4batWub/3758mUEBwfDzc0N69atg6OjY5niZcIi0pBbf8F1Ol25nyZcGr1eD7nlyUN5eXllauPKlSsIDAzEqlWriuzz9vauUHzVRf369VG/fn3z1y4uLvDx8TE/et7WIiMj8dRTT1lsa9euHd5991088sgjJb7vxs/cjScRd+rUCampqaXGnZWVhX79+sHZ2RnffvutRSKzFhMWkR2488478c0330BEzFdZu3btgpubG5o0aWJVG/7+/jh58iTOnj2LBg0aAAD27NlT6nucnJwAKONfN/P29kZ6err566ysLKSlpVnEe/LkSaSnp5tnlf38888WbXTq1AlffvklfHx8YDAYrOoDlezEiRO4cOECTpw4gYKCAvOaqlatWsHV1RUAEBAQgKioKAwaNAgAzMefOXMGgHIVDvzvaunG61a+vr5o3rw5AGDjxo04e/YsunTpAldXVxw8eBAvvfQSunfvjmbNmgEAXn31VQwYMAC+vr7497//Db1ej7179+LAgQN4/fXXkZWVhb59++LatWtYuXIlsrKyzOu4vL294eDgYNX3gJMuiKqYyWRCSkqKxWvcuHE4efIknn32Wfz+++9Yv349ZsyYgRdeeAF6vXW/pn369EHLli0RGhqKffv2YdeuXZg2bRoAFLu+BlCmKOt0Onz33Xc4f/48rly5AgDo1asXPv/8c+zcuRP79+9HaGioxYdK79690aZNG4SGhmLv3r3YuXNnkQkeTzzxBLy8vBASEoKdO3ciLS0N8fHxeO6553Dq1KnyfOtqtFdffRUdO3bEjBkzcOXKFXTs2BEdO3ZEUlKS+ZjU1FSLxbjffvstOnbsiIcffhgAMHToUHTs2BGLFi2y+rwuLi749NNP0aNHD9x5552YNGkSHn30UXz33XfmY/r164fvvvsOW7duRZcuXXDvvffi3XffhZ+fHwDg119/xe7du7F//360atUKjRo1Mr9Onjxp/TehTCNeRFQhoaGhxT4qfcyYMRIfHy9dunQRJycnadiwoUyePFny8vLM7+3Zs6c8//zzFu2FhIRYPAb98OHD0r17d3FycpKAgADZsGGDAJDNmzeLSPGD77Nnz5aGDRuKTqczt2UymeTxxx8Xg8EgTZs2lWXLlllMuhARSU1NlR49eoiTk5O0adNGNm/eXGTAPj09XUaOHCleXl7i7OwsLVq0kLFjx4rJZKqsbynVIDqRW25UE1G1sWvXLvTo0QN//PEHWrZsqXY4RBXChEVUjaxbtw6urq5o3bo1/vjjDzz//PPw8PDAjz/+qHZoRBXGSRdE1cjly5cxefJknDhxAl5eXujduzfeeecdtcMiqhS8wiIiIk3gLEEiItIEJiwiItIEJiwiItIEJiwiItIEJiwiItIEJiwiItIEJiwiItIEJiwiItIEJiwiItKE/wf3rUypj0/P1gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 线地图\n",
    "import geopandas as gpd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 读取线数据的地理数据文件\n",
    "lines_data = gpd.read_file(r'data\\line.json')\n",
    "\n",
    "# 绘制线地图\n",
    "ax = lines_data.plot(color='blue', linewidth=1)\n",
    "\n",
    "# 设置图形标题等\n",
    "plt.title('Line Map')\n",
    "plt.xlabel('Longitude')\n",
    "plt.ylabel('Latitude')\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a257c13f-8d42-4a90-89b6-128226bcd8d8",
   "metadata": {},
   "source": [
    "### 面地图\n",
    "- **绘制方式**：将地理数据中的多边形要素绘制为面状图形，如国家、省份、城市的行政区划边界，湖泊、岛屿等的范围等。\n",
    "- **应用场景**：能够清晰地展示区域的范围和边界，常用于地理区域的划分、土地利用类型的表示等。\n",
    "- **示例代码**："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c73ebc6f-0ad7-4e8b-9bb1-25fda85bb3a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 读取面数据的地理数据文件\n",
    "polygons_data = gpd.read_file(r'data\\武昌区.shp')\n",
    "\n",
    "# 创建图形，设置合适的图形大小（可根据实际情况调整figsize参数）\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n",
    "\n",
    "# 绘制面地图\n",
    "polygons_data.plot(facecolor='green', edgecolor='black', ax=ax)\n",
    "\n",
    "# 设置图形标题等\n",
    "plt.title('Polygon Map of Wuchang District')\n",
    "plt.xlabel('Longitude')\n",
    "plt.ylabel('Latitude')\n",
    "\n",
    "# 调整x轴和y轴的刻度，使其显示更合理、清晰（这里只是示例，你可根据数据实际范围进一步优化）\n",
    "# ax.set_xticks([114.2, 114.3, 114.4])  # 根据武昌区所在大致经度范围设置合适的刻度值，可按需修改\n",
    "# ax.set_yticks([30.5, 30.6])  # 根据武昌区所在大致纬度范围设置合适的刻度值，可按需修改\n",
    "\n",
    "# 添加网格线，增强可读性，设置网格线的样式（颜色、线型等）\n",
    "plt.show()# 旋转x轴标签，使其不重叠，更清晰展示（角度可根据实际情况调整）\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "# 自动调整子图参数，以确保所有元素都合适地显示在图形内\n",
    "fig.tight_layout()\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a48f95e3-dcfe-4379-868c-712d2e4a11ec",
   "metadata": {},
   "source": [
    "### 热力图\n",
    "- **绘制方式**：根据地理数据中某个属性值的分布情况，使用颜色渐变来表示数据的密度或强度，从而生成热力图效果。通常需要将数据点进行网格化处理，并计算每个网格单元内的属性值统计信息。\n",
    "- **应用场景**：常用于展示人口密度、疾病传播强度、空气质量分布等连续变量在地理空间上的分布模式。\n",
    "- **示例代码**：\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "03a98571-f3fd-4377-9538-d166bbc4c157",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 读取包含点数据和属性值的地理数据文件\n",
    "gdf = gpd.read_file(r'data\\WuhanMeteoStation.geojson')\n",
    "\n",
    "# 设置绘图的坐标系（可选，根据数据实际情况调整，如果是经纬度坐标一般用EPSG:4326）\n",
    "gdf.crs = \"EPSG:4326\"\n",
    "\n",
    "# 以温度数据来生成热力图，提取温度列数据\n",
    "temperature_data = gdf['temperature'].values\n",
    "\n",
    "# 绘制热力图\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n",
    "gdf.plot(column='temperature', cmap='viridis', ax=ax, legend=True, vmin=temperature_data.min(), vmax=temperature_data.max())\n",
    "\n",
    "# 设置图形标题、坐标轴标签等\n",
    "plt.title('Temperature Distribution of Wuhan Meteorological Stations on November 15, 2024')\n",
    "plt.xlabel('Longitude')\n",
    "plt.ylabel('Latitude')\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54137e7a-ad9c-41a0-8a50-e8751406af26",
   "metadata": {},
   "source": [
    "### 等值线图\n",
    "- **绘制方式**：根据地理数据中某个连续属性值的分布，通过连接具有相同属性值的点绘制等值线，以直观地展示数据的变化趋势和梯度。\n",
    "- **应用场景**：常用于表示地形高度、气温、气压等连续变量在地理空间上的等值分布情况，有助于分析地理现象的空间变化规律。\n",
    "- **示例代码**：\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f391bfba-c758-4520-b6f8-8f55022907fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from shapely.geometry import Point\n",
    "\n",
    "# 模拟生成神农架区域内一些点的坐标（经度、纬度）以及对应的高程数据（模拟示例，实际需替换）\n",
    "lon_min, lon_max = 109.9, 110.8  # 经度范围，大致模拟神农架所在经度区间\n",
    "lat_min, lat_max = 31.2, 31.8  # 纬度范围，大致模拟神农架所在纬度区间\n",
    "num_points = 100  # 生成的点数\n",
    "\n",
    "lons = np.random.uniform(lon_min, lon_max, num_points)\n",
    "lats = np.random.uniform(lat_min, lat_max, num_points)\n",
    "elevations = np.random.randint(500, 3000, num_points)  # 模拟高程范围，单位米，实际按真实数据来\n",
    "\n",
    "# 将坐标和高程数据组合成GeoDataFrame\n",
    "geometry = [Point(xy) for xy in zip(lons, lats)]\n",
    "gdf = gpd.GeoDataFrame({'elevation': elevations}, geometry=geometry, crs=\"EPSG:4326\")\n",
    "\n",
    "# 进行网格化处理，确定网格范围和间距\n",
    "grid_size = 0.1  # 网格间距，单位度，可根据实际精度需求调整\n",
    "lon_grid = np.arange(lon_min, lon_max, grid_size)\n",
    "lat_grid = np.arange(lat_min, lat_max, grid_size)\n",
    "\n",
    "# 构建用于插值计算的坐标网格\n",
    "lon_mesh, lat_mesh = np.meshgrid(lon_grid, lat_grid)\n",
    "\n",
    "# 进行插值计算（这里使用简单的线性插值示例，实际可采用更精确的插值方法如克里金插值等）\n",
    "from scipy.interpolate import griddata\n",
    "points = np.array([gdf.geometry.x.values, gdf.geometry.y.values]).T\n",
    "zi = griddata(points, gdf['elevation'].values, (lon_mesh, lat_mesh), method='linear')\n",
    "\n",
    "# 绘制等值线图\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n",
    "contour = ax.contour(lon_mesh, lat_mesh, zi, levels=10, colors='black', linewidths=0.5)  # 设置等值线数量和样式\n",
    "ax.clabel(contour, inline=True, fontsize=8)  # 添加等值线标签\n",
    "\n",
    "# 设置图形标题、坐标轴标签等\n",
    "plt.title('Contour Map of Shennongjia Terrain')\n",
    "plt.xlabel('Longitude')\n",
    "plt.ylabel('Latitude')\n",
    "\n",
    "# 设置地图范围，确保展示的是模拟的神农架区域范围\n",
    "ax.set_xlim(lon_min, lon_max)\n",
    "ax.set_ylim(lat_min, lat_max)\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b29c6da4-97fa-40ba-ba34-d64f06e41c99",
   "metadata": {},
   "source": [
    "### 3D地图\n",
    "- **绘制方式**：借助于其他的3D绘图库，如`matplotlib`的`mplot3d`工具包或`plotly`等，将地理数据在三维空间中进行可视化。可以通过设置不同的高度属性或使用立体投影等方式来创建3D效果。\n",
    "- **应用场景**：常用于展示地形地貌、建筑物分布等具有三维特征的地理信息，能够更直观地呈现地理对象的空间关系和立体感。\n",
    "- **示例代码（使用matplotlib的mplot3d）**："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "99fbaa6b-74df-4ddf-943f-c760dc64e395",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lenove\\AppData\\Local\\Temp\\ipykernel_9632\\3269534535.py:29: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  x, y = dem_data.centroid.x, dem_data.centroid.y\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "import rasterio\n",
    "from rasterio.features import shapes\n",
    "from shapely.geometry import shape\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "# 打开.tif文件\n",
    "with rasterio.open(r'data\\Hubei_Dem.tif') as src:\n",
    "    # 读取DEM数据为数组\n",
    "    dem_data = src.read(1)\n",
    "\n",
    "    # 获取地理变换信息和坐标系信息\n",
    "    transform = src.transform\n",
    "    crs = src.crs\n",
    "\n",
    "    # 将DEM数据转换为矢量数据\n",
    "    vector_data = []\n",
    "    for geom, value in shapes(dem_data, transform=transform):\n",
    "        vector_data.append({'geometry': shape(geom), 'elevation': value})\n",
    "\n",
    "# 创建GeoDataFrame\n",
    "dem_data = gpd.GeoDataFrame(vector_data, crs=crs)\n",
    "\n",
    "\n",
    "# 读取包含三维地理数据的文件，例如包含地形高度信息的DEM数据\n",
    "# dem_data = gpd.read_file(r'data\\Hubei_Dem.tif')  # 假设为GeoTIFF格式的DEM数据\n",
    "\n",
    "# 获取坐标和高度数据\n",
    "x, y = dem_data.centroid.x, dem_data.centroid.y\n",
    "z = dem_data['elevation'].values  # 假设DEM数据中有 'elevation' 字段表示高度\n",
    "\n",
    "# 创建3D图形对象\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "# 绘制3D表面图\n",
    "ax.plot_trisurf(x, y, z, cmap='terrain')\n",
    "\n",
    "# 设置坐标轴标签和标题\n",
    "ax.set_xlabel('Longitude')\n",
    "ax.set_ylabel('Latitude')\n",
    "ax.set_zlabel('Elevation')\n",
    "plt.title('3D Map')\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32884a4d-6a1c-4a3c-89a3-b5e4e2a9a279",
   "metadata": {},
   "source": [
    "### 分级统计图\n",
    "- **绘制方式**：根据地理数据中某个属性值的大小，将地理区域划分为不同的级别，并使用不同的颜色或图案来表示每个级别。通常需要先对属性值进行分类或分级处理，然后根据级别赋予相应的可视化属性。\n",
    "- **应用场景**：适用于展示具有不同属性值的地理区域之间的差异和分布规律，如不同地区的经济发展水平、教育程度等的比较。\n",
    "- **示例代码**："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "0537bdb9-19d2-4356-af87-27529d488cf5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 PAC  Prov_ID      Zone_ID       DISTCODE       C2000  \\\n",
      "count      19.000000     19.0    19.000000      19.000000   19.000000   \n",
      "mean   422168.947368     42.0  4221.263158  422168.947368  269.085826   \n",
      "std      3049.932795      0.0    30.664569    3049.932795  128.138657   \n",
      "min    420114.000000     42.0  4201.000000  420114.000000   61.189831   \n",
      "25%    420851.500000     42.0  4208.000000  420851.500000  164.996489   \n",
      "50%    421003.000000     42.0  4210.000000  421003.000000  281.046583   \n",
      "75%    421082.000000     42.0  4210.000000  421082.000000  333.749187   \n",
      "max    429006.000000     42.0  4290.000000  429006.000000  567.517860   \n",
      "\n",
      "            C2001       C2002       C2003       C2004       C2005  ...  \\\n",
      "count   19.000000   19.000000   19.000000   19.000000   19.000000  ...   \n",
      "mean   245.449785  330.175191  308.593121  326.961190  273.494368  ...   \n",
      "std    112.241903  169.713043  158.869404  160.075388  130.836625  ...   \n",
      "min     56.462311   72.384414   66.759273   76.729439   64.900351  ...   \n",
      "25%    152.713115  196.115619  183.136983  199.895484  165.656504  ...   \n",
      "50%    250.295608  344.557771  327.444616  345.399109  297.553802  ...   \n",
      "75%    299.560376  398.989347  378.602187  397.862980  337.726360  ...   \n",
      "max    505.576833  779.659191  726.710005  721.655473  591.926005  ...   \n",
      "\n",
      "            C2008       C2009       C2010       C2011       C2012       C2013  \\\n",
      "count   19.000000   19.000000   19.000000   19.000000   19.000000   19.000000   \n",
      "mean   322.235191  308.515706  319.780305  309.317256  312.457007  312.298602   \n",
      "std    164.744623  153.823756  163.737613  144.250864  150.465343  157.349720   \n",
      "min     76.798564   70.793194   78.855774   72.966550   74.018177   71.628017   \n",
      "25%    191.547136  185.057652  190.401256  190.809026  189.154762  194.733033   \n",
      "50%    331.670991  323.824116  337.416207  319.038787  330.966049  317.093385   \n",
      "75%    380.742582  373.232433  378.594157  387.071508  376.221175  379.752780   \n",
      "max    762.457769  708.911695  758.542599  633.931586  692.052666  713.936415   \n",
      "\n",
      "            C2014       C2015       C2016       C2017  \n",
      "count   19.000000   19.000000   19.000000   19.000000  \n",
      "mean   332.601773  342.884021  321.625174  334.877775  \n",
      "std    171.335169  179.300290  167.918733  168.472058  \n",
      "min     76.423147   76.864370   73.314568   79.168972  \n",
      "25%    200.700887  205.873933  189.887960  204.490366  \n",
      "50%    343.466451  351.362050  330.125328  350.072810  \n",
      "75%    397.200154  410.827740  388.351202  402.183427  \n",
      "max    787.129189  825.367309  773.964280  781.576092  \n",
      "\n",
      "[8 rows x 22 columns]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "# 读取包含地理数据和属性值的文件\n",
    "data = gpd.read_file(r'data\\JianghanPlain_C.shp')\n",
    "# 获取描述性统计信息\n",
    "stats = data.describe()\n",
    "print(stats)\n",
    "# 根据属性值进行分级\n",
    "bins = [0, 200, 300, 400, 500, 600, 700, 800]\n",
    "data['grade'] = pd.cut(data['C2017'], bins=bins)\n",
    "\n",
    "# 为每个级别设置颜色\n",
    "colors = ['lightblue', 'blue', 'darkblue', 'lightgreen', 'green', 'lightyellow', 'yellow']\n",
    "data['color'] = data['grade'].map(dict(zip(data['grade'].cat.categories, colors)))\n",
    "\n",
    "# 绘制分级统计图\n",
    "ax = data.plot(column='color', edgecolor='black')\n",
    "\n",
    "# 创建图例\n",
    "handles = [plt.Rectangle((0, 0), 1, 1, color=color) for color in colors]\n",
    "ax.legend(handles, data['grade'].cat.categories)\n",
    "\n",
    "# 设置图形标题等\n",
    "plt.title('Choropleth Map')\n",
    "plt.xlabel('Longitude')\n",
    "plt.ylabel('Latitude')\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "b4bec23a-2dba-4ddd-bd73-f74150a3cc1e",
   "metadata": {},
   "outputs": [],
   "source": [
    "#利用geopandas打开矢量数据并绘图\n",
    "def ShpMapWithLenged(data,keyword):\n",
    "    gdf = gpd.read_file(data)#geopandas打开数据\n",
    "    print(gdf['C2017'].head())#打印输出前5行\n",
    "    # 获取描述性统计信息\n",
    "    stats = gdf.describe()\n",
    "    print(stats)\n",
    "    #将数据的坐标系统转为WGS84地理坐标系\n",
    "    gdf = gdf.to_crs(\"EPSG:4326\")\n",
    "    fig, ax = plt.subplots(1, 1)# 定义图框\n",
    "    ax.set_title(keyword)#设置图名\n",
    "    #制图，有图例，图例自动布局\n",
    "    gdf.plot(column=keyword, ax=ax, legend=True,\n",
    "             legend_kwds={'label': \"C(10 thousand tons)\"},\n",
    "             cmap = 'YlGn')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "15abdbee-790d-451a-a3c2-cdd4e0222a28",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0    610.630918\n",
      "1    361.996336\n",
      "2    781.576092\n",
      "3    350.072810\n",
      "4    372.690682\n",
      "Name: C2017, dtype: float64\n",
      "                 PAC  Prov_ID      Zone_ID       DISTCODE       C2000  \\\n",
      "count      19.000000     19.0    19.000000      19.000000   19.000000   \n",
      "mean   422168.947368     42.0  4221.263158  422168.947368  269.085826   \n",
      "std      3049.932795      0.0    30.664569    3049.932795  128.138657   \n",
      "min    420114.000000     42.0  4201.000000  420114.000000   61.189831   \n",
      "25%    420851.500000     42.0  4208.000000  420851.500000  164.996489   \n",
      "50%    421003.000000     42.0  4210.000000  421003.000000  281.046583   \n",
      "75%    421082.000000     42.0  4210.000000  421082.000000  333.749187   \n",
      "max    429006.000000     42.0  4290.000000  429006.000000  567.517860   \n",
      "\n",
      "            C2001       C2002       C2003       C2004       C2005  ...  \\\n",
      "count   19.000000   19.000000   19.000000   19.000000   19.000000  ...   \n",
      "mean   245.449785  330.175191  308.593121  326.961190  273.494368  ...   \n",
      "std    112.241903  169.713043  158.869404  160.075388  130.836625  ...   \n",
      "min     56.462311   72.384414   66.759273   76.729439   64.900351  ...   \n",
      "25%    152.713115  196.115619  183.136983  199.895484  165.656504  ...   \n",
      "50%    250.295608  344.557771  327.444616  345.399109  297.553802  ...   \n",
      "75%    299.560376  398.989347  378.602187  397.862980  337.726360  ...   \n",
      "max    505.576833  779.659191  726.710005  721.655473  591.926005  ...   \n",
      "\n",
      "            C2008       C2009       C2010       C2011       C2012       C2013  \\\n",
      "count   19.000000   19.000000   19.000000   19.000000   19.000000   19.000000   \n",
      "mean   322.235191  308.515706  319.780305  309.317256  312.457007  312.298602   \n",
      "std    164.744623  153.823756  163.737613  144.250864  150.465343  157.349720   \n",
      "min     76.798564   70.793194   78.855774   72.966550   74.018177   71.628017   \n",
      "25%    191.547136  185.057652  190.401256  190.809026  189.154762  194.733033   \n",
      "50%    331.670991  323.824116  337.416207  319.038787  330.966049  317.093385   \n",
      "75%    380.742582  373.232433  378.594157  387.071508  376.221175  379.752780   \n",
      "max    762.457769  708.911695  758.542599  633.931586  692.052666  713.936415   \n",
      "\n",
      "            C2014       C2015       C2016       C2017  \n",
      "count   19.000000   19.000000   19.000000   19.000000  \n",
      "mean   332.601773  342.884021  321.625174  334.877775  \n",
      "std    171.335169  179.300290  167.918733  168.472058  \n",
      "min     76.423147   76.864370   73.314568   79.168972  \n",
      "25%    200.700887  205.873933  189.887960  204.490366  \n",
      "50%    343.466451  351.362050  330.125328  350.072810  \n",
      "75%    397.200154  410.827740  388.351202  402.183427  \n",
      "max    787.129189  825.367309  773.964280  781.576092  \n",
      "\n",
      "[8 rows x 22 columns]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = r'data/jianghanPlain_C.shp'\n",
    "keyword = 'C2017' #指定绘制分级图的数据列名\n",
    "ShpMapWithLenged(data,keyword)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56d376fe-bbd6-4d25-bd36-288e5f1a10e9",
   "metadata": {},
   "source": [
    "### 符号地图\n",
    "- **绘制方式**：使用不同的符号来表示地理数据中的不同类别或属性值。符号可以是各种形状、大小或图案的图形，通过对符号的选择和设置来传达地理信息。\n",
    "- **应用场景**：常用于突出显示特定类型的地理对象或表示具有不同属性特征的地理现象，如不同类型的矿产资源分布、旅游景点的等级等。\n",
    "- **示例代码**：\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "f825ab2c-0812-4b5d-8949-2f528ae8377f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "import matplotlib.pyplot as plt\n",
    "#用来正常显示中文标签\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False# 显示负号\n",
    "\n",
    "\n",
    "# 读取geojson数据文件\n",
    "parks_data = gpd.read_file(r'data\\parks.geojson')\n",
    "\n",
    "# 定义不同公园类型对应的符号（这里简单示例几种符号，可根据喜好调整）\n",
    "symbols = {\n",
    "    '综合公园': 'o',\n",
    "    '主题公园': 's',\n",
    "    '历史文化公园': '^',\n",
    "    '山地公园': 'D'\n",
    "}\n",
    "\n",
    "# 根据公园类型为每个公园数据添加对应的符号列\n",
    "parks_data['symbol'] = parks_data['park_type'].map(symbols)\n",
    "\n",
    "# 创建图形和坐标轴对象\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n",
    "\n",
    "# 遍历数据，绘制每个公园对应的符号\n",
    "for index, row in parks_data.iterrows():\n",
    "    ax.plot(row.geometry.x, row.geometry.y, marker=row['symbol'], markersize=10, label=row['park_type'], color='black')\n",
    "\n",
    "# 添加图例，使符号对应的公园类型更清晰\n",
    "ax.legend()\n",
    "\n",
    "# 设置图形标题、坐标轴标签等\n",
    "plt.title('Symbol Map of City Parks')\n",
    "plt.xlabel('Longitude')\n",
    "plt.ylabel('Latitude')\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e06f0d0d-c1a4-492f-985e-486bdd105818",
   "metadata": {},
   "source": [
    "### 多图层地图\n",
    "- **绘制方式**：将多种不同类型的地理数据或同一数据的不同属性图层叠加在一起进行绘制，以展示更丰富的地理信息和它们之间的相互关系。可以通过调整图层的顺序、透明度等方式来优化地图的显示效果。\n",
    "- **应用场景**：常用于综合分析多种地理要素的分布和相互作用，如将地形图层与土地利用图层、交通网络图层叠加，分析地理环境与人类活动的关系等。\n",
    "- **示例代码**：\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "e0b05062-8382-4f23-910d-86c6d9944127",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lenove\\AppData\\Local\\Temp\\ipykernel_9632\\138603064.py:33: UserWarning: Legend does not support handles for PatchCollection instances.\n",
      "See: https://matplotlib.org/stable/tutorials/intermediate/legend_guide.html#implementing-a-custom-legend-handler\n",
      "  legend = ax.legend(loc='lower right', fontsize=10, frameon=True, framealpha=0.8, borderaxespad=0.5)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 设置字体为Times New Roman\n",
    "plt.rcParams['font.sans-serif'] = ['Times New Roman']\n",
    "#用来正常显示中文标签\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False# 显示负号\n",
    "\n",
    "# 读取不同的地理数据文件\n",
    "data1 = gpd.read_file(r'data\\武昌区.shp')\n",
    "data2 = gpd.read_file(r'data\\武昌区_高等院校.geojson')\n",
    "data3 = gpd.read_file(r'data\\KFC.shp')\n",
    "\n",
    "# 创建图形和坐标轴对象\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n",
    "\n",
    "# 绘制图层1，自定义样式并添加图例\n",
    "Wuchang = data1.plot( ax=ax,facecolor='lightgray', edgecolor='black', label='武昌行政区')\n",
    "\n",
    "# 绘制图层2，自定义样式并添加图例，设置透明度\n",
    "School = data2.plot(ax=ax, facecolor='yellow', edgecolor='darkblue', label='高等院校')\n",
    "\n",
    "# 绘制图层3，自定义样式并添加图例\n",
    "KFC = data3.plot(ax=ax, facecolor='green',edgecolor='gray',  label='KFC')\n",
    "\n",
    "# 设置图形标题等\n",
    "plt.title('Multi-layer Map')\n",
    "plt.xlabel('Longitude')\n",
    "plt.ylabel('Latitude')\n",
    "\n",
    "# 设置图例位置为右下角，并调整其他图例属性，使其展示更清晰美观\n",
    "legend = ax.legend(loc='lower right', fontsize=10, frameon=True, framealpha=0.8, borderaxespad=0.5)\n",
    "legend.get_frame().set_edgecolor('black')\n",
    "\n",
    "# 自动调整子图参数，确保图形元素完整显示\n",
    "fig.tight_layout()\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c0b188e-0f5a-4de0-a316-113f8eeb9649",
   "metadata": {},
   "source": [
    "以上只是使用Geopandas库绘制地图的一些常见类型和示例，实际应用中可以根据具体的数据和需求进行灵活组合和定制，以创建出各种专业和个性化的地理空间可视化地图。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
